Nutrition Dataset Report

Dataset statistics

Number of variables	16
Number of observations	8789
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.4 MiB
Average record size in memory	286.5 B

Variable types

Text	2
Numeric	14

Alerts

`PC1` is highly overall correlated with `protein_g`	High correlation
`PC10` is highly overall correlated with `PC3` and 1 other fields	High correlation
`PC2` is highly overall correlated with `calories` and 1 other fields	High correlation
`PC3` is highly overall correlated with `PC10` and 2 other fields	High correlation
`PC4` is highly overall correlated with `protein_g`	High correlation
`calories` is highly overall correlated with `PC2` and 1 other fields	High correlation
`carbohydrate_g` is highly overall correlated with `PC10` and 1 other fields	High correlation
`protein_g` is highly overall correlated with `PC1` and 2 other fields	High correlation
`total_fat_grams` is highly overall correlated with `PC2` and 1 other fields	High correlation
`name` has unique values	Unique
`total_fat_grams` has 451 (5.1%) zeros	Zeros
`protein_g` has 358 (4.1%) zeros	Zeros
`carbohydrate_g` has 2158 (24.6%) zeros	Zeros

Reproduction

Analysis started	2024-06-12 01:45:53.079806
Analysis finished	2024-06-12 01:46:09.407231
Duration	16.33 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

name
Text

UNIQUE

Distinct	8789
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	956.1 KiB

Length

Max length	134
Median length	101
Mean length	54.378314
Min length	3

Characters and Unicode

Total characters	477931
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8789 ?
Unique (%)	100.0%

Sample

1st row	Cornstarch
2nd row	Nuts, pecans
3rd row	Eggplant, raw
4th row	Teff, uncooked
5th row	Sherbet, orange

Value	Count	Frequency (%)
and	2097	3.0%
fat	2054	3.0%
cooked	1785	2.6%
lean	1513	2.2%
separable	1457	2.1%
raw	1390	2.0%
with	1385	2.0%
beef	1161	1.7%
trimmed	995	1.4%
to	973	1.4%
Other values (3293)	54011	78.5%

Most occurring characters

Value	Count	Frequency (%)
	60053	12.6%
e	45938	9.6%
a	34165	7.1%
,	30332	6.3%
r	25907	5.4%
o	24616	5.2%
t	22189	4.6%
d	20052	4.2%
s	20023	4.2%
n	19904	4.2%
Other values (66)	174752	36.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	477931	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	60053	12.6%
e	45938	9.6%
a	34165	7.1%
,	30332	6.3%
r	25907	5.4%
o	24616	5.2%
t	22189	4.6%
d	20052	4.2%
s	20023	4.2%
n	19904	4.2%
Other values (66)	174752	36.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	477931	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	60053	12.6%
e	45938	9.6%
a	34165	7.1%
,	30332	6.3%
r	25907	5.4%
o	24616	5.2%
t	22189	4.6%
d	20052	4.2%
s	20023	4.2%
n	19904	4.2%
Other values (66)	174752	36.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	477931	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	60053	12.6%
e	45938	9.6%
a	34165	7.1%
,	30332	6.3%
r	25907	5.4%
o	24616	5.2%
t	22189	4.6%
d	20052	4.2%
s	20023	4.2%
n	19904	4.2%
Other values (66)	174752	36.6%

calories
Real number (ℝ)

HIGH CORRELATION

Distinct	671
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	226.28388

Minimum	0
Maximum	902
Zeros	39
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	91
median	191
Q3	337
95-th percentile	519
Maximum	902
Range	902
Interquartile range (IQR)	246

Descriptive statistics

Standard deviation	169.862
Coefficient of variation (CV)	0.75065888
Kurtosis	1.7132432
Mean	226.28388
Median Absolute Deviation (MAD)	115
Skewness	1.1490912
Sum	1988809
Variance	28853.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
884	78	0.9%
47	45	0.5%
56	43	0.5%
0	39	0.4%
50	38	0.4%
63	38	0.4%
53	37	0.4%
127	37	0.4%
20	36	0.4%
34	36	0.4%
Other values (661)	8362	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	0.4%
1	17	0.2%
2	11	0.1%
3	4	< 0.1%
4	12	0.1%
5	7	0.1%
6	6	0.1%
7	2	< 0.1%
8	4	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
902	9	0.1%
900	12	0.1%
899	1	< 0.1%
898	1	< 0.1%
897	1	< 0.1%
894	1	< 0.1%
892	1	< 0.1%
889	1	< 0.1%
884	78	0.9%
882	1	< 0.1%

total_fat_grams
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	176
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.556855

Minimum	0
Maximum	100
Zeros	451
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5.1
Q3	14
95-th percentile	35
Maximum	100
Range	100
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	15.818247
Coefficient of variation (CV)	1.4983863
Kurtosis	13.754812
Mean	10.556855
Median Absolute Deviation (MAD)	4.8
Skewness	3.3095707
Sum	92784.2
Variance	250.21695
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	451	5.1%
0.1	437	5.0%
0.2	354	4.0%
11	225	2.6%
0.3	215	2.4%
12	207	2.4%
0.4	201	2.3%
13	201	2.3%
14	156	1.8%
0.5	150	1.7%
Other values (166)	6192	70.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	451	5.1%
0.1	437	5.0%
0.2	354	4.0%
0.3	215	2.4%
0.4	201	2.3%
0.5	150	1.7%
0.6	104	1.2%
0.7	101	1.1%
0.8	90	1.0%
0.9	89	1.0%

Value	Count	Frequency (%)
100	107	1.2%
99	5	0.1%
97	1	< 0.1%
94	3	< 0.1%
89	1	< 0.1%
84	1	< 0.1%
81	10	0.1%
80	8	0.1%
79	3	< 0.1%
78	3	< 0.1%

protein_g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2664
Distinct (%)	30.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.345616

Minimum	0
Maximum	88.32
Zeros	358
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07
Q1	2.38
median	8.02
Q3	19.88
95-th percentile	29.092
Maximum	88.32
Range	88.32
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	10.530602
Coefficient of variation (CV)	0.92816481
Kurtosis	2.6461171
Mean	11.345616
Median Absolute Deviation (MAD)	6.88
Skewness	1.1657796
Sum	99716.62
Variance	110.89357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	358	4.1%
0.1	45	0.5%
0.07	41	0.5%
0.3	40	0.5%
0.2	40	0.5%
5	31	0.4%
2	29	0.3%
0.4	28	0.3%
5.5	27	0.3%
6.5	27	0.3%
Other values (2654)	8123	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	358	4.1%
0.01	22	0.3%
0.02	3	< 0.1%
0.03	5	0.1%
0.04	3	< 0.1%
0.05	5	0.1%
0.06	6	0.1%
0.07	41	0.5%
0.08	2	< 0.1%
0.09	5	0.1%

Value	Count	Frequency (%)
88.32	2	< 0.1%
85.6	1	< 0.1%
84.08	1	< 0.1%
82.6	1	< 0.1%
82.4	1	< 0.1%
81.1	1	< 0.1%
78.13	1	< 0.1%
77.27	1	< 0.1%
76.92	1	< 0.1%
75.16	1	< 0.1%

carbohydrate_g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3322
Distinct (%)	37.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.121915

Minimum	0
Maximum	100
Zeros	2158
Zeros (%)	24.6%
Negative	0
Negative (%)	0.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	9.34
Q3	34.91
95-th percentile	78.686
Maximum	100
Range	100
Interquartile range (IQR)	34.86

Descriptive statistics

Standard deviation	27.266261
Coefficient of variation (CV)	1.2325453
Kurtosis	-0.14691886
Mean	22.121915
Median Absolute Deviation (MAD)	9.34
Skewness	1.1279071
Sum	194429.51
Variance	743.44901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2158	24.6%
0.14	19	0.2%
0.7	15	0.2%
10	15	0.2%
0.15	15	0.2%
0.05	14	0.2%
0.2	14	0.2%
5.1	13	0.1%
0.04	12	0.1%
9.2	12	0.1%
Other values (3312)	6502	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2158	24.6%
0.01	9	0.1%
0.02	5	0.1%
0.03	12	0.1%
0.04	12	0.1%
0.05	14	0.2%
0.06	9	0.1%
0.07	6	0.1%
0.08	5	0.1%
0.09	8	0.1%

Value	Count	Frequency (%)
100	2	< 0.1%
99.98	1	< 0.1%
99.8	1	< 0.1%
99.77	1	< 0.1%
99.53	1	< 0.1%
99.1	1	< 0.1%
99	1	< 0.1%
98.94	1	< 0.1%
98.9	1	< 0.1%
98.6	1	< 0.1%

Category
Text

Distinct	662
Distinct (%)	7.5%
Missing	0
Missing (%)	0.0%
Memory size	541.6 KiB

Length

Max length	20
Median length	17
Mean length	6.0830584
Min length	1

Characters and Unicode

Total characters	53464
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	228 ?
Unique (%)	2.6%

Sample

1st row	CORNSTARCH
2nd row	NUTS
3rd row	EGGPLANT
4th row	TEFF
5th row	SHERBET

Value	Count	Frequency (%)
beef	967	11.0%
cereals	354	4.0%
pork	336	3.8%
lamb	295	3.4%
beverages	282	3.2%
babyfood	243	2.8%
fish	238	2.7%
chicken	214	2.4%
soup	176	2.0%
campbell's	156	1.8%
Other values (652)	5528	62.9%

Most occurring characters

Value	Count	Frequency (%)
E	7960	14.9%
A	5023	9.4%
S	4824	9.0%
R	3413	6.4%
O	3103	5.8%
B	2959	5.5%
C	2750	5.1%
L	2633	4.9%
I	2417	4.5%
N	2326	4.4%
Other values (20)	16056	30.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	53464	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	7960	14.9%
A	5023	9.4%
S	4824	9.0%
R	3413	6.4%
O	3103	5.8%
B	2959	5.5%
C	2750	5.1%
L	2633	4.9%
I	2417	4.5%
N	2326	4.4%
Other values (20)	16056	30.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	53464	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	7960	14.9%
A	5023	9.4%
S	4824	9.0%
R	3413	6.4%
O	3103	5.8%
B	2959	5.5%
C	2750	5.1%
L	2633	4.9%
I	2417	4.5%
N	2326	4.4%
Other values (20)	16056	30.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	53464	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	7960	14.9%
A	5023	9.4%
S	4824	9.0%
R	3413	6.4%
O	3103	5.8%
B	2959	5.5%
C	2750	5.1%
L	2633	4.9%
I	2417	4.5%
N	2326	4.4%
Other values (20)	16056	30.0%

PC1
Real number (ℝ)

HIGH CORRELATION

Distinct	8659
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.9806914 × 10^-17

Minimum	-1.8049219
Maximum	26.726427
Zeros	0
Zeros (%)	0.0%
Negative	5752
Negative (%)	65.4%
Memory size	68.8 KiB

Quantile statistics

Minimum	-1.8049219
5-th percentile	-1.6066339
Q1	-1.0274046
median	-0.33966089
Q3	0.25496409
95-th percentile	3.4014121
Maximum	26.726427
Range	28.531349
Interquartile range (IQR)	1.2823687

Descriptive statistics

Standard deviation	1.8762491
Coefficient of variation (CV)	-9.4726978 × 10¹⁶
Kurtosis	32.003339
Mean	-1.9806914 × 10^-17
Median Absolute Deviation (MAD)	0.64152381
Skewness	4.3273325
Sum	-1.6379259 × 10^-13
Variance	3.5203108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.804921949	47	0.5%
-1.790095628	5	0.1%
-0.2886630851	4	< 0.1%
-0.1614142229	4	< 0.1%
-1.802273456	3	< 0.1%
-0.1066425081	3	< 0.1%
-0.0398578533	3	< 0.1%
-0.1492671237	3	< 0.1%
-1.301735258	3	< 0.1%
-0.03275490061	3	< 0.1%
Other values (8649)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.804921949	47	0.5%
-1.804836508	2	< 0.1%
-1.804665627	2	< 0.1%
-1.803372395	1	< 0.1%
-1.802857475	1	< 0.1%
-1.802761033	1	< 0.1%
-1.802385221	2	< 0.1%
-1.802273456	3	< 0.1%
-1.802119228	1	< 0.1%
-1.80205968	1	< 0.1%

Value	Count	Frequency (%)
26.72642683	1	< 0.1%
25.06742958	1	< 0.1%
22.81213685	1	< 0.1%
22.5486972	1	< 0.1%
21.72250295	1	< 0.1%
18.83363543	1	< 0.1%
18.75567324	1	< 0.1%
17.92970034	1	< 0.1%
17.55644807	1	< 0.1%
17.19660667	1	< 0.1%

PC2
Real number (ℝ)

HIGH CORRELATION

Distinct	8659
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4772182 × 10^-17

Minimum	-7.4436381
Maximum	21.228624
Zeros	0
Zeros (%)	0.0%
Negative	5904
Negative (%)	67.2%
Memory size	68.8 KiB

Quantile statistics

Minimum	-7.4436381
5-th percentile	-1.1016073
Q1	-0.71514456
median	-0.39947707
Q3	0.28872858
95-th percentile	2.0549926
Maximum	21.228624
Range	28.672262
Interquartile range (IQR)	1.0038731

Descriptive statistics

Standard deviation	1.4678302
Coefficient of variation (CV)	2.6798827 × 10¹⁶
Kurtosis	21.482924
Mean	5.4772182 × 10^-17
Median Absolute Deviation (MAD)	0.38746268
Skewness	3.6388754
Sum	4.0700776 × 10^-13
Variance	2.1545255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6376583161	47	0.5%
-0.6389480721	5	0.1%
-0.3902364418	4	< 0.1%
-0.6888310551	4	< 0.1%
-0.6319100357	3	< 0.1%
-0.176139585	3	< 0.1%
-0.1690470416	3	< 0.1%
-0.6187880973	3	< 0.1%
-0.336678715	3	< 0.1%
-0.5654424875	3	< 0.1%
Other values (8649)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.443638128	1	< 0.1%
-7.051411867	1	< 0.1%
-6.472121079	1	< 0.1%
-5.790940639	1	< 0.1%
-5.706326979	1	< 0.1%
-5.350007461	1	< 0.1%
-5.064014799	1	< 0.1%
-5.022783656	1	< 0.1%
-4.675175338	1	< 0.1%
-4.65529269	1	< 0.1%

Value	Count	Frequency (%)
21.22862396	1	< 0.1%
12.00654669	1	< 0.1%
11.97292514	1	< 0.1%
11.73367099	1	< 0.1%
11.62170584	1	< 0.1%
11.57164334	1	< 0.1%
11.52162568	1	< 0.1%
11.44044286	1	< 0.1%
11.21476532	1	< 0.1%
11.12733672	1	< 0.1%

PC3
Real number (ℝ)

HIGH CORRELATION

Distinct	8659
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2337819 × 10^-18

Minimum	-12.117817
Maximum	20.441154
Zeros	0
Zeros (%)	0.0%
Negative	5430
Negative (%)	61.8%
Memory size	68.8 KiB

Quantile statistics

Minimum	-12.117817
5-th percentile	-1.4779008
Q1	-0.57676457
median	-0.19567817
Q3	0.61896853
95-th percentile	1.4827926
Maximum	20.441154
Range	32.558972
Interquartile range (IQR)	1.1957331

Descriptive statistics

Standard deviation	1.3845175
Coefficient of variation (CV)	4.2814188 × 10¹⁷
Kurtosis	44.306246
Mean	3.2337819 × 10^-18
Median Absolute Deviation (MAD)	0.57248946
Skewness	4.0224336
Sum	1.9939606 × 10^-13
Variance	1.9168886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1271608279	47	0.5%
-0.1234610174	5	0.1%
0.8876355582	4	< 0.1%
0.6294233588	4	< 0.1%
-0.09664367516	3	< 0.1%
1.076659166	3	< 0.1%
1.167365969	3	< 0.1%
0.6164140516	3	< 0.1%
-0.1631251655	3	< 0.1%
0.8727664692	3	< 0.1%
Other values (8649)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-12.11781724	1	< 0.1%
-9.664410804	1	< 0.1%
-9.65110486	1	< 0.1%
-8.742827143	1	< 0.1%
-8.392102591	1	< 0.1%
-7.392753257	1	< 0.1%
-7.271978906	1	< 0.1%
-6.330581697	1	< 0.1%
-5.961664629	1	< 0.1%
-5.767620691	1	< 0.1%

Value	Count	Frequency (%)
20.44115436	1	< 0.1%
17.95333391	1	< 0.1%
17.58532021	1	< 0.1%
17.20690361	1	< 0.1%
17.09137011	1	< 0.1%
16.44027128	1	< 0.1%
15.90926346	1	< 0.1%
15.56564926	1	< 0.1%
15.09974805	1	< 0.1%
14.49207496	1	< 0.1%

PC4
Real number (ℝ)

HIGH CORRELATION

Distinct	8660
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.616891 × 10^-17

Minimum	-29.776412
Maximum	33.660092
Zeros	0
Zeros (%)	0.0%
Negative	4658
Negative (%)	53.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	-29.776412
5-th percentile	-1.1125412
Q1	-0.48290491
median	-0.067438866
Q3	0.35245439
95-th percentile	1.4319032
Maximum	33.660092
Range	63.436504
Interquartile range (IQR)	0.8353593

Descriptive statistics

Standard deviation	1.2252703
Coefficient of variation (CV)	7.5779399 × 10¹⁶
Kurtosis	152.09256
Mean	1.616891 × 10^-17
Median Absolute Deviation (MAD)	0.4180527
Skewness	1.3453654
Sum	1.0280665 × 10^-13
Variance	1.5012872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.23915271	47	0.5%
0.2302695644	5	0.1%
-0.2849515955	4	< 0.1%
-0.383609886	4	< 0.1%
-0.5881194822	3	< 0.1%
-0.3895045366	3	< 0.1%
0.23041252	3	< 0.1%
-0.6042003176	3	< 0.1%
0.4295992784	3	< 0.1%
-0.5312954204	3	< 0.1%
Other values (8650)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-29.77641186	1	< 0.1%
-22.54910239	1	< 0.1%
-22.10971434	1	< 0.1%
-12.39127447	1	< 0.1%
-9.525780207	1	< 0.1%
-7.317605016	1	< 0.1%
-6.21231403	1	< 0.1%
-6.044166601	1	< 0.1%
-5.779507381	1	< 0.1%
-5.627512203	1	< 0.1%

Value	Count	Frequency (%)
33.66009182	1	< 0.1%
18.36441107	1	< 0.1%
14.300134	1	< 0.1%
14.00604072	1	< 0.1%
13.28247051	1	< 0.1%
12.21753023	1	< 0.1%
12.14960918	1	< 0.1%
11.59226065	1	< 0.1%
10.75197111	1	< 0.1%
10.20003586	1	< 0.1%

PC5
Real number (ℝ)

Distinct	8659
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.7785801 × 10^-17

Minimum	-17.087263
Maximum	35.872656
Zeros	0
Zeros (%)	0.0%
Negative	4783
Negative (%)	54.4%
Memory size	68.8 KiB

Quantile statistics

Minimum	-17.087263
5-th percentile	-0.92780187
Q1	-0.27958935
median	-0.039494932
Q3	0.20157108
95-th percentile	1.1389408
Maximum	35.872656
Range	52.959919
Interquartile range (IQR)	0.48116043

Descriptive statistics

Standard deviation	1.1147983
Coefficient of variation (CV)	-6.2679116 × 10¹⁶
Kurtosis	181.89149
Mean	-1.7785801 × 10^-17
Median Absolute Deviation (MAD)	0.24056518
Skewness	5.6584554
Sum	-2.1660451 × 10^-13
Variance	1.2427752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1091094341	47	0.5%
-0.1106532	5	0.1%
-0.2738000324	4	< 0.1%
-0.4767711737	4	< 0.1%
-0.09853065407	3	< 0.1%
-0.3294374382	3	< 0.1%
-0.3509358596	3	< 0.1%
-0.3753126461	3	< 0.1%
-0.0251962333	3	< 0.1%
-0.2803701406	3	< 0.1%
Other values (8649)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.08726288	1	< 0.1%
-14.08008788	1	< 0.1%
-14.0240976	1	< 0.1%
-10.69571032	1	< 0.1%
-10.08228512	1	< 0.1%
-9.202840878	1	< 0.1%
-8.690905354	1	< 0.1%
-8.561290757	1	< 0.1%
-8.407802424	1	< 0.1%
-7.62839789	1	< 0.1%

Value	Count	Frequency (%)
35.8726563	1	< 0.1%
22.84437856	1	< 0.1%
17.64778236	1	< 0.1%
13.58291148	1	< 0.1%
12.67971546	1	< 0.1%
11.88351708	1	< 0.1%
11.57251034	1	< 0.1%
11.54133781	1	< 0.1%
11.2244622	1	< 0.1%
9.269004051	1	< 0.1%

PC6
Real number (ℝ)

Distinct	8660
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1318237 × 10^-17

Minimum	-13.628151
Maximum	22.22405
Zeros	0
Zeros (%)	0.0%
Negative	5713
Negative (%)	65.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	-13.628151
5-th percentile	-1.1083044
Q1	-0.35700711
median	-0.15675857
Q3	0.18887705
95-th percentile	1.7842255
Maximum	22.22405
Range	35.8522
Interquartile range (IQR)	0.54588416

Descriptive statistics

Standard deviation	1.085882
Coefficient of variation (CV)	9.5940912 × 10¹⁶
Kurtosis	64.164621
Mean	1.1318237 × 10^-17
Median Absolute Deviation (MAD)	0.25582898
Skewness	3.1443743
Sum	1.3175572 × 10^-13
Variance	1.1791396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2253903209	47	0.5%
-0.2215638516	5	0.1%
-0.231224869	4	< 0.1%
-0.2168392292	4	< 0.1%
-0.2612963556	3	< 0.1%
-0.1625106906	3	< 0.1%
-0.2307846384	3	< 0.1%
-0.3166920673	3	< 0.1%
0.07599151338	3	< 0.1%
-0.2251809391	3	< 0.1%
Other values (8650)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.62815059	1	< 0.1%
-12.83591577	1	< 0.1%
-10.10252413	1	< 0.1%
-8.259712656	1	< 0.1%
-8.057239073	1	< 0.1%
-8.011681355	1	< 0.1%
-7.970112791	1	< 0.1%
-7.424525281	1	< 0.1%
-5.969250662	1	< 0.1%
-5.936716565	1	< 0.1%

Value	Count	Frequency (%)
22.22404971	1	< 0.1%
18.23465009	1	< 0.1%
17.32838028	1	< 0.1%
16.132596	1	< 0.1%
16.03598845	1	< 0.1%
12.13607182	1	< 0.1%
11.82672742	1	< 0.1%
10.95344457	1	< 0.1%
10.83552302	1	< 0.1%
10.75477994	1	< 0.1%

PC7
Real number (ℝ)

Distinct	8661
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0720928 × 10^-17

Minimum	-18.512367
Maximum	28.733436
Zeros	0
Zeros (%)	0.0%
Negative	4239
Negative (%)	48.2%
Memory size	68.8 KiB

Quantile statistics

Minimum	-18.512367
5-th percentile	-0.70907282
Q1	-0.19539044
median	0.013621678
Q3	0.19993578
95-th percentile	0.74551972
Maximum	28.733436
Range	47.245803
Interquartile range (IQR)	0.39532622

Descriptive statistics

Standard deviation	0.99983959
Coefficient of variation (CV)	3.2545878 × 10¹⁶
Kurtosis	318.56893
Mean	3.0720928 × 10^-17
Median Absolute Deviation (MAD)	0.19730542
Skewness	9.2148378
Sum	1.7133517 × 10^-13
Variance	0.9996792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2175247815	47	0.5%
-0.2160325981	5	0.1%
0.05036656663	4	< 0.1%
0.2192178721	4	< 0.1%
0.09436204125	3	< 0.1%
0.07843992115	3	< 0.1%
0.1989642726	3	< 0.1%
0.2237093852	3	< 0.1%
-0.09933129745	3	< 0.1%
-0.2155560436	3	< 0.1%
Other values (8651)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18.51236671	1	< 0.1%
-15.61208461	1	< 0.1%
-13.34050419	1	< 0.1%
-10.59116404	1	< 0.1%
-9.940018257	1	< 0.1%
-8.23020289	1	< 0.1%
-7.949456157	1	< 0.1%
-7.536547771	1	< 0.1%
-7.230982149	1	< 0.1%
-7.070534009	1	< 0.1%

Value	Count	Frequency (%)
28.73343586	1	< 0.1%
28.27459014	1	< 0.1%
28.24483963	1	< 0.1%
20.80721502	1	< 0.1%
20.09881127	1	< 0.1%
17.24839588	1	< 0.1%
16.45150062	1	< 0.1%
13.81764831	1	< 0.1%
11.72806062	1	< 0.1%
10.98672683	1	< 0.1%

PC8
Real number (ℝ)

Distinct	8659
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-2.9104037 × 10^-17

Minimum	-22.227382
Maximum	35.75002
Zeros	0
Zeros (%)	0.0%
Negative	5009
Negative (%)	57.0%
Memory size	68.8 KiB

Quantile statistics

Minimum	-22.227382
5-th percentile	-0.73007085
Q1	-0.20256329
median	-0.044369914
Q3	0.17179535
95-th percentile	1.203886
Maximum	35.75002
Range	57.977402
Interquartile range (IQR)	0.37435864

Descriptive statistics

Standard deviation	0.99327745
Coefficient of variation (CV)	-3.4128511 × 10¹⁶
Kurtosis	300.12679
Mean	-2.9104037 × 10^-17
Median Absolute Deviation (MAD)	0.18228367
Skewness	-1.3191249
Sum	-1.5637491 × 10^-13
Variance	0.9866001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1433113731	47	0.5%
-0.1426631025	5	0.1%
-0.1683185479	4	< 0.1%
-0.2894713576	4	< 0.1%
-0.1393740257	3	< 0.1%
-0.1630163157	3	< 0.1%
-0.08604935328	3	< 0.1%
-0.3311749053	3	< 0.1%
0.03581514952	3	< 0.1%
-0.2863787642	3	< 0.1%
Other values (8649)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.22738161	1	< 0.1%
-18.69575651	1	< 0.1%
-18.13433219	1	< 0.1%
-17.90204111	1	< 0.1%
-15.7344325	1	< 0.1%
-15.64577035	1	< 0.1%
-14.3615805	1	< 0.1%
-13.5909672	1	< 0.1%
-13.20921995	1	< 0.1%
-13.16510588	1	< 0.1%

Value	Count	Frequency (%)
35.75002017	1	< 0.1%
4.966827922	1	< 0.1%
4.425007453	1	< 0.1%
3.946477638	1	< 0.1%
3.928642745	1	< 0.1%
3.640615582	1	< 0.1%
3.616226926	1	< 0.1%
3.6019209	1	< 0.1%
3.509527695	1	< 0.1%
3.418414496	1	< 0.1%

PC9
Real number (ℝ)

Distinct	8661
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2126682 × 10^-17

Minimum	-15.156597
Maximum	39.447735
Zeros	0
Zeros (%)	0.0%
Negative	3566
Negative (%)	40.6%
Memory size	68.8 KiB

Quantile statistics

Minimum	-15.156597
5-th percentile	-1.2340732
Q1	-0.21239027
median	0.0885316
Q3	0.30888281
95-th percentile	0.81540346
Maximum	39.447735
Range	54.604332
Interquartile range (IQR)	0.52127308

Descriptive statistics

Standard deviation	0.96798653
Coefficient of variation (CV)	7.9822866 × 10¹⁶
Kurtosis	343.54526
Mean	1.2126682 × 10^-17
Median Absolute Deviation (MAD)	0.25061991
Skewness	6.1031444
Sum	1.0878798 × 10^-13
Variance	0.93699793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1934643499	47	0.5%
0.192524924	5	0.1%
0.1823042979	4	< 0.1%
0.3356234779	4	< 0.1%
0.05991617132	3	< 0.1%
0.143978277	3	< 0.1%
0.3583809283	3	< 0.1%
0.3523488394	3	< 0.1%
0.1359057034	3	< 0.1%
0.17607937	3	< 0.1%
Other values (8651)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.15659659	1	< 0.1%
-13.26491585	1	< 0.1%
-12.07458539	1	< 0.1%
-11.53291518	1	< 0.1%
-10.32620304	1	< 0.1%
-8.997292539	1	< 0.1%
-8.014640431	1	< 0.1%
-6.791536639	1	< 0.1%
-6.735951454	1	< 0.1%
-6.70270521	1	< 0.1%

Value	Count	Frequency (%)
39.44773541	1	< 0.1%
11.76977701	1	< 0.1%
10.26638974	1	< 0.1%
8.389214758	1	< 0.1%
7.659964944	1	< 0.1%
7.381567821	1	< 0.1%
7.15437434	1	< 0.1%
7.003700488	1	< 0.1%
6.90845248	1	< 0.1%
5.304725216	1	< 0.1%

PC10
Real number (ℝ)

HIGH CORRELATION

Distinct	8660
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4675639 × 10^-17

Minimum	-13.37502
Maximum	32.829228
Zeros	0
Zeros (%)	0.0%
Negative	3317
Negative (%)	37.7%
Memory size	68.8 KiB

Quantile statistics

Minimum	-13.37502
5-th percentile	-1.1774069
Q1	-0.20682254
median	0.10559994
Q3	0.31970231
95-th percentile	0.67929569
Maximum	32.829228
Range	46.204248
Interquartile range (IQR)	0.52652485

Descriptive statistics

Standard deviation	0.93136122
Coefficient of variation (CV)	1.4400495 × 10¹⁶
Kurtosis	209.83344
Mean	6.4675639 × 10^-17
Median Absolute Deviation (MAD)	0.24826171
Skewness	3.3675877
Sum	5.0182081 × 10^-13
Variance	0.86743372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2835187431	47	0.5%
0.2866191795	5	0.1%
0.4347979421	4	< 0.1%
0.3060021141	4	< 0.1%
0.3618802339	3	< 0.1%
0.4141010348	3	< 0.1%
0.2791835272	3	< 0.1%
0.3793667609	3	< 0.1%
0.3859965564	3	< 0.1%
0.322996252	3	< 0.1%
Other values (8650)	8711	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.37501995	1	< 0.1%
-12.7240985	1	< 0.1%
-12.03168586	1	< 0.1%
-11.33060402	1	< 0.1%
-9.955747028	1	< 0.1%
-9.210615349	1	< 0.1%
-8.859894014	1	< 0.1%
-8.511868033	1	< 0.1%
-8.498120813	1	< 0.1%
-8.476776435	1	< 0.1%

Value	Count	Frequency (%)
32.82922767	1	< 0.1%
10.87988207	1	< 0.1%
9.376151646	1	< 0.1%
9.36064912	1	< 0.1%
8.707423136	1	< 0.1%
7.625101393	1	< 0.1%
7.511839538	1	< 0.1%
6.986354344	1	< 0.1%
6.859442292	1	< 0.1%
6.491160146	1	< 0.1%

Auto

Heatmap
Table

	PC1	PC10	PC2	PC3	PC4	PC5	PC6	PC7	PC8	PC9	calories	carbohydrate_g	protein_g	total_fat_grams
PC1	1.000	0.082	0.172	0.144	-0.431	-0.182	-0.133	0.133	0.136	-0.019	0.497	0.005	0.647	0.409
PC10	0.082	1.000	0.051	0.608	-0.260	-0.183	-0.066	0.042	-0.240	-0.190	-0.265	-0.577	0.322	-0.031
PC2	0.172	0.051	1.000	0.211	-0.301	0.066	0.154	0.214	-0.001	-0.232	0.579	-0.228	0.367	0.878
PC3	0.144	0.608	0.211	1.000	-0.441	-0.228	-0.043	0.091	-0.201	-0.149	-0.166	-0.700	0.562	0.120
PC4	-0.431	-0.260	-0.301	-0.441	1.000	0.011	0.206	-0.177	0.062	-0.123	-0.171	0.338	-0.705	-0.302
PC5	-0.182	-0.183	0.066	-0.228	0.011	1.000	0.005	-0.084	-0.216	0.090	-0.089	0.103	-0.242	0.031
PC6	-0.133	-0.066	0.154	-0.043	0.206	0.005	1.000	0.028	0.134	-0.400	0.233	0.286	-0.125	0.152
PC7	0.133	0.042	0.214	0.091	-0.177	-0.084	0.028	1.000	0.376	-0.278	0.185	-0.153	0.207	0.211
PC8	0.136	-0.240	-0.001	-0.201	0.062	-0.216	0.134	0.376	1.000	-0.299	0.318	0.249	0.037	0.132
PC9	-0.019	-0.190	-0.232	-0.149	-0.123	0.090	-0.400	-0.278	-0.299	1.000	-0.203	0.127	-0.078	-0.288
calories	0.497	-0.265	0.579	-0.166	-0.171	-0.089	0.233	0.185	0.318	-0.203	1.000	0.371	0.332	0.770
carbohydrate_g	0.005	-0.577	-0.228	-0.700	0.338	0.103	0.286	-0.153	0.249	0.127	0.371	1.000	-0.404	-0.084
protein_g	0.647	0.322	0.367	0.562	-0.705	-0.242	-0.125	0.207	0.037	-0.078	0.332	-0.404	1.000	0.473
total_fat_grams	0.409	-0.031	0.878	0.120	-0.302	0.031	0.152	0.211	0.132	-0.288	0.770	-0.084	0.473	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	name	calories	total_fat_grams	protein_g	carbohydrate_g	Category	PC1	PC2	PC3	PC4	PC5	PC6	PC7	PC8	PC9	PC10
0	Cornstarch	381	0.1	0.26	91.27	CORNSTARCH	-1.647091	-0.658178	-0.166445	0.193537	-0.128099	-0.270291	-0.255181	-0.099148	0.229562	0.232153
1	Nuts, pecans	691	72.0	9.17	13.86	NUTS	2.173042	5.169866	-1.656052	-0.301768	-0.249505	-1.510693	0.168519	0.419696	0.783797	-0.825249
2	Eggplant, raw	25	0.2	0.98	5.88	EGGPLANT	-1.133732	-0.771836	-0.497918	0.246772	-0.107108	-0.424269	-0.080799	0.085083	0.258346	-0.046096
3	Teff, uncooked	367	2.4	13.30	73.13	TEFF	2.540549	-1.032605	-1.140901	-0.996816	-0.396015	-0.683040	-0.064882	0.696109	0.466783	-0.163404
4	Sherbet, orange	144	2.0	1.10	30.40	SHERBET	-1.264300	-0.641861	-0.601968	0.467947	-0.166708	0.664797	0.144556	0.490527	-0.311870	-0.388651
5	Cauliflower, raw	25	0.3	1.92	4.97	CAULIFLOWER	-0.909354	-0.878998	-0.453032	0.376796	0.034177	-0.517976	0.397345	-0.344184	0.078792	0.263340
6	Taro leaves, raw	42	0.7	4.98	6.70	TARO	0.438624	-0.993956	-0.875679	1.166332	1.129473	-1.312854	-0.175857	-0.355672	-0.391478	0.278511
7	Lamb, raw, ground	282	23.0	16.56	0.00	LAMB	-0.353012	1.076537	0.763439	-0.414198	-0.114262	-0.228049	0.181168	0.190644	-0.542744	0.213763
8	Cheese, camembert	300	24.0	19.80	0.46	CHEESE	0.368481	1.033893	0.377328	-1.186042	1.096362	1.097397	0.295294	-0.130765	-0.920559	0.436617
9	Vegetarian fillets	290	18.0	23.00	9.00	VEGETARIAN	2.030402	0.571543	-0.098088	0.056102	-0.547242	-0.043844	0.231746	-0.804322	0.800163	-0.421265

	name	calories	total_fat_grams	protein_g	Category	PC1	PC2	PC3	PC4	PC5	PC6	PC7	PC8	PC9	PC10
8779	Beef, braised, cooked, all grades, trimmed to 1/8" fat, separable lean and fat, flat half, brisket	289	18.0	28.82	BEEF	0.125787	0.635363	1.300860	-0.543254	-0.678108	-0.148258	0.079404	0.080403	-0.479597	0.502884
8780	Beef, raw, select, trimmed to 1/8" fat, separable lean only, lip-on, boneless, rib eye steak/roast	148	6.4	22.55	BEEF	0.054082	-0.277330	1.089234	-0.428389	-0.762341	-0.270216	0.056788	-0.077531	0.001301	0.516443
8781	Beef, raw, choice, trimmed to 1/8" fat, separable lean only, lip-on, boneless, rib eye steak/roast	161	8.3	21.62	BEEF	0.061101	-0.150935	1.100520	-0.368745	-0.802455	-0.218468	0.035385	-0.092505	-0.038892	0.518625
8782	Oil, uses similar to 95 degree hard butter, confection fat, palm kernel (hydrogenated), industrial	884	100.0	0.00	OIL	-1.351691	6.361679	-0.172193	0.166911	0.825051	1.738832	1.789669	2.133935	-5.562548	0.110599
8783	Beef, raw, all grades, trimmed to 0" fat, separable lean and fat, boneless, top round steak, round	124	3.3	23.49	BEEF	0.047367	-0.527244	0.923638	-0.353735	-0.617635	-0.166457	0.111874	-0.200822	0.072051	0.486277
8784	Beef, raw, all grades, trimmed to 0" fat, separable lean and fat, boneless, top round roast, round	125	3.5	23.45	BEEF	0.045922	-0.515209	0.922604	-0.353900	-0.615158	-0.165595	0.113287	-0.198905	0.067868	0.485413
8785	Lamb, cooked, separable lean only, composite of trimmed retail cuts, frozen, imported, New Zealand	206	8.9	29.59	LAMB	-0.246957	-0.048108	0.929810	-0.418810	-0.210290	-0.076078	-0.024302	0.054925	-0.372482	0.210014
8786	Lamb, raw, separable lean and fat, composite of trimmed retail cuts, frozen, imported, New Zealand	277	23.0	16.74	LAMB	-0.661898	1.012260	0.587320	-0.223571	0.021455	-0.010895	0.187924	0.221963	-0.744481	0.122516
8787	Beef, raw, all grades, trimmed to 0" fat, separable lean only, boneless, eye of round roast, round	121	3.0	23.37	BEEF	-0.004727	-0.548053	0.930509	-0.364613	-0.565028	-0.198939	0.156510	-0.219842	0.114107	0.444767
8788	Beef, raw, all grades, trimmed to 0" fat, separable lean only, boneless, eye of round steak, round	121	3.0	23.37	BEEF	-0.004648	-0.548084	0.930633	-0.364364	-0.564796	-0.198987	0.156488	-0.219820	0.114157	0.444632

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample